{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Text-to-KG\n",
    "\n",
    "Generate MS text -> EN Knowledge Graph Triples format."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\">\n",
    "\n",
    "This tutorial is available as an IPython notebook at [Malaya/example/text-to-kg](https://github.com/huseinzol05/Malaya/tree/master/example/text-to-kg).\n",
    "    \n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-warning\">\n",
    "\n",
    "This module only trained on standard language structure, so it is not save to use it for local language structure.\n",
    "    \n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "os.environ['CUDA_VISIBLE_DEVICES'] = ''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/husein/.local/lib/python3.8/site-packages/bitsandbytes/cextension.py:34: UserWarning: The installed version of bitsandbytes was compiled without GPU support. 8-bit optimizers, 8-bit multiplication, and GPU quantization are unavailable.\n",
      "  warn(\"The installed version of bitsandbytes was compiled without GPU support. \"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/husein/.local/lib/python3.8/site-packages/bitsandbytes/libbitsandbytes_cpu.so: undefined symbol: cadam32bit_grad_fp32\n",
      "CPU times: user 3.12 s, sys: 2.61 s, total: 5.72 s\n",
      "Wall time: 2.78 s\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/husein/dev/malaya/malaya/tokenizer.py:214: FutureWarning: Possible nested set at position 3397\n",
      "  self.tok = re.compile(r'({})'.format('|'.join(pipeline)))\n",
      "/home/husein/dev/malaya/malaya/tokenizer.py:214: FutureWarning: Possible nested set at position 3927\n",
      "  self.tok = re.compile(r'({})'.format('|'.join(pipeline)))\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "import malaya"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### List available HuggingFace model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'mesolitica/finetune-ttkg-t5-tiny-standard-bahasa-cased': {'Size (MB)': 139,\n",
       "  'BLEU': 61.06784273649806,\n",
       "  'SacreBLEU Verbose': '86.1/68.4/55.8/45.9 (BP = 0.980 ratio = 0.980 hyp_len = 138209 ref_len = 141004)',\n",
       "  'Suggested length': 512},\n",
       " 'mesolitica/finetune-ttkg-t5-small-standard-bahasa-cased': {'Size (MB)': 242,\n",
       "  'BLEU': 61.559202822392486,\n",
       "  'SacreBLEU Verbose': '86.0/68.4/56.1/46.3 (BP = 0.984 ratio = 0.984 hyp_len = 138806 ref_len = 141004)',\n",
       "  'Suggested length': 512},\n",
       " 'mesolitica/finetune-ttkg-t5-base-standard-bahasa-cased': {'Size (MB)': 892,\n",
       "  'BLEU': 58.764876478744064,\n",
       "  'SacreBLEU Verbose': '84.5/65.8/53.0/43.1 (BP = 0.984 ratio = 0.985 hyp_len = 138828 ref_len = 141004)',\n",
       "  'Suggested length': 512}}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "malaya.knowledge_graph.available_huggingface"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tested on test set 02 part translated KELM, https://huggingface.co/datasets/mesolitica/translated-KELM\n"
     ]
    }
   ],
   "source": [
    "print(malaya.knowledge_graph.info)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load HuggingFace model\n",
    "\n",
    "```python\n",
    "def huggingface(\n",
    "    model: str = 'mesolitica/finetune-ttkg-t5-small-standard-bahasa-cased',\n",
    "    force_check: bool = True,\n",
    "    **kwargs,\n",
    "):\n",
    "    \"\"\"\n",
    "    Load HuggingFace model to convert text to triplet format knowledge graph.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    model: str, optional (default='mesolitica/finetune-ttkg-t5-small-standard-bahasa-cased')\n",
    "        Check available models at `malaya.knowledge_graph.available_huggingface`.\n",
    "    force_check: bool, optional (default=True)\n",
    "        Force check model one of malaya model.\n",
    "        Set to False if you have your own huggingface model.\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    result: malaya.torch_model.huggingface.TexttoKG\n",
    "    \"\"\"\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "aa59794f354b4e8f9101c3b89add6fe1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "tokenizer_config.json:   0%|          | 0.00/2.55k [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4928b612c64b497ab084703ad9688daf",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "spiece.model:   0%|          | 0.00/803k [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8bf64040e4014443a47d0a9a43b7e7eb",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "special_tokens_map.json:   0%|          | 0.00/2.20k [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "You are using the default legacy behaviour of the <class 'transformers.models.t5.tokenization_t5.T5Tokenizer'>. This is expected, and simply means that the `legacy` (previous) behavior will be used so nothing changes for you. If you want to use the new behaviour, set `legacy=False`. This should only be set if you understand what it means, and thoroughly read the reason why this was added as explained in https://github.com/huggingface/transformers/pull/24565\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "49e2e6e3ed2c4de5baea638f936d0c78",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "config.json:   0%|          | 0.00/822 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8ffb0242a22b4404bc85848dc1a477fd",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "pytorch_model.bin:   0%|          | 0.00/242M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = malaya.knowledge_graph.huggingface()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "string1 = \"Yang Berhormat Dato Sri Haji Mohammad Najib bin Tun Haji Abdul Razak ialah ahli politik Malaysia dan merupakan bekas Perdana Menteri Malaysia ke-6 yang mana beliau menjawat jawatan dari 3 April 2009 hingga 9 Mei 2018. Beliau juga pernah berkhidmat sebagai bekas Menteri Kewangan dan merupakan Ahli Parlimen Pekan Pahang\"\n",
    "string2 = \"Pahang ialah negeri yang ketiga terbesar di Malaysia Terletak di lembangan Sungai Pahang yang amat luas negeri Pahang bersempadan dengan Kelantan di utara Perak Selangor serta Negeri Sembilan di barat Johor di selatan dan Terengganu dan Laut China Selatan di timur.\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Predict\n",
    "\n",
    "```python\n",
    "def generate(self, strings: List[Dict], got_networkx: bool = True, **kwargs):\n",
    "    \"\"\"\n",
    "    Generate list of knowledge graphs from the input.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    strings : List[str]\n",
    "    got_networkx: bool, optional (default=True)\n",
    "        If True, will generate networkx.MultiDiGraph.\n",
    "    **kwargs: vector arguments pass to huggingface `generate` method.\n",
    "        Read more at https://huggingface.co/docs/transformers/main_classes/text_generation\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    result: List[List[Dict]]\n",
    "    \"\"\"\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = model.generate([string1, string2], max_length = 256)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'G': <networkx.classes.multidigraph.MultiDiGraph at 0x7f6808f2cfa0>,\n",
       "  'triple': [{'head': 'Mohammad Najib',\n",
       "    'type': 'occupation',\n",
       "    'tail': 'Politician'},\n",
       "   {'head': 'Mohammad Najib',\n",
       "    'type': 'position held',\n",
       "    'tail': 'Prime Minister of Malaysia'},\n",
       "   {'head': 'Mohammad Najib',\n",
       "    'type': 'country of citizenship',\n",
       "    'tail': 'Malaysia'}],\n",
       "  'rebel': '<triplet> Mohammad Najib <subj> Politician <obj> occupation <subj> Prime Minister of Malaysia <obj> position held <subj> Malaysia <obj> country of citizenship'},\n",
       " {'G': <networkx.classes.multidigraph.MultiDiGraph at 0x7f69617e2eb0>,\n",
       "  'triple': [{'head': 'Pahang', 'type': 'country', 'tail': 'Malaysia'},\n",
       "   {'head': 'Pahang', 'type': 'shares border with', 'tail': 'Perak'},\n",
       "   {'head': 'Pahang', 'type': 'shares border with', 'tail': 'Johor'},\n",
       "   {'head': 'Pahang', 'type': 'shares border with', 'tail': 'Terengganu'},\n",
       "   {'head': 'Pahang', 'type': 'shares border with', 'tail': 'Negeri Sembilan'},\n",
       "   {'head': 'Pahang',\n",
       "    'type': 'located in or next to body of water',\n",
       "    'tail': 'South China Sea'},\n",
       "   {'head': 'Pahang', 'type': 'shares border with', 'tail': 'Kelantan'},\n",
       "   {'head': 'Pahang', 'type': 'shares border with', 'tail': 'Johor'},\n",
       "   {'head': 'Pahang',\n",
       "    'type': 'located in the administrative territorial entity',\n",
       "    'tail': 'Malaysia'}],\n",
       "  'rebel': '<triplet> Pahang <subj> Malaysia <obj> country <subj> Perak <obj> shares border with <subj> Johor <obj> shares border with <subj> Terengganu <obj> shares border with <subj> Negeri Sembilan <obj> shares border with <subj> South China Sea <obj> located in or next to body of water <subj> Kelantan <obj> shares border with <subj> Johor <obj> shares border with <subj> Malaysia <obj> located in the administrative territorial entity'}]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import networkx as nx\n",
    "\n",
    "g = r[0]['G']\n",
    "plt.figure(figsize=(6, 6))\n",
    "pos = nx.spring_layout(g)\n",
    "nx.draw(g, with_labels=True, node_color='skyblue', edge_cmap=plt.cm.Blues, pos = pos)\n",
    "nx.draw_networkx_edge_labels(g, pos=pos)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = r[1]['G']\n",
    "plt.figure(figsize=(6, 6))\n",
    "pos = nx.spring_layout(g)\n",
    "nx.draw(g, with_labels=True, node_color='skyblue', edge_cmap=plt.cm.Blues, pos = pos)\n",
    "nx.draw_networkx_edge_labels(g, pos=pos)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Combine multiple texts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# https://ms.wikipedia.org/wiki/Malaysia\n",
    "\n",
    "string = \"\"\"\n",
    "Malaysia secara rasminya Persekutuan Malaysia ialah sebuah negara raja berperlembagaan persekutuan di Asia Tenggara yang terdiri daripada tiga belas negeri dan tiga wilayah persekutuan, yang menduduki bumi berkeluasan 330,803 kilometer persegi (127,720 bt2). Malaysia terbahagi kepada dua kawasan yang mengapit Laut China Selatan, iaitu Semenanjung Malaysia dan Borneo Malaysia (juga Malaysia Barat dan Timur). Malaysia berkongsi sempadan darat dengan Thailand, Indonesia, dan Brunei dan juga sempadan laut dengan Singapura dan Filipina. Ibu negara Malaysia ialah Kuala Lumpur, manakala Putrajaya merupakan pusat kerajaan persekutuan. Pada tahun 2009, Malaysia diduduki oleh 28 juta penduduk dan pada tahun 2017 dianggarkan telah mencecah lebih 30 juta orang yang menduduki di Malaysia.\n",
    "\n",
    "Malaysia berakar-umbikan Kerajaan-kerajaan Melayu yang wujud di wilayahnya dan menjadi taklukan Empayar British sejak abad ke-18. Wilayah British pertama di sini dikenali sebagai Negeri-Negeri Selat. Semenanjung Malaysia yang ketika itu dikenali sebagai Tanah Melayu atau Malaya, mula-mula disatukan di bawah komanwel pada tahun 1946, sebelum menjadi Persekutuan Tanah Melayu pada tahun 1948. Pada tahun 1957 Semenanjung Malaysia mencapai Kemerdekaan dan bebas daripada penjajah dan sekali gus menjadi catatan sejarah terpenting bagi Malaysia. Pada tahun 1963, Tanah Melayu bersatu bersama dengan negara Sabah, Sarawak, dan Singapura bagi membentuk Malaysia. Pada tahun 1965, Singapura keluar dari persekutuan untuk menjadi negara kota yang bebas. Semenjak itu, Malaysia menikmati antara ekonomi yang terbaik di Asia, dengan purata pertumbuhan keluaran dalam negara kasarnya (KDNK) kira-kira 6.5% selama 50 tahun pertama kemerdekaannya. \n",
    "\n",
    "Ekonomi negara yang selama ini dijana oleh sumber alamnya kini juga berkembang dalam sektor-sektor ukur tanah, sains, kejuruteraan, pendidikan, pelancongan, perkapalan, perdagangan dan perubatan.\n",
    "\n",
    "Ketua negara Malaysia ialah Yang di-Pertuan Agong, iaitu raja elektif yang terpilih dan diundi dari kalangan sembilan raja negeri Melayu. Ketua kerajaannya pula ialah Perdana Menteri. Sistem kerajaan Malaysia banyak berdasarkan sistem parlimen Westminster, dan sistem perundangannya juga berasaskan undang-undang am Inggeris.\n",
    "\n",
    "Malaysia terletak berdekatan dengan khatulistiwa dan beriklim tropika, serta mempunyai kepelbagaian flora dan fauna, sehingga diiktiraf menjadi salah satu daripada 17 negara megadiversiti. Di Malaysia terletaknya Tanjung Piai, titik paling selatan di seluruh tanah besar Eurasia. Malaysia ialah sebuah negara perintis Persatuan Negara-Negara Asia Tenggara dan Pertubuhan Persidangan Islam, dan juga anggota Kerjasama Ekonomi Asia-Pasifik, Negara-Negara Komanwel, dan Pergerakan Negara-Negara Berkecuali.\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Malaysia secara rasminya Persekutuan Malaysia ialah sebuah negara raja berperlembagaan persekutuan di Asia Tenggara yang terdiri daripada tiga belas negeri dan tiga wilayah persekutuan yang menduduki bumi berkeluasan 330803 kilometer persegi (127720 bt2)',\n",
       " 'Malaysia terbahagi kepada dua kawasan yang mengapit Laut China Selatan iaitu Semenanjung Malaysia dan Borneo Malaysia (juga Malaysia Barat dan Timur)',\n",
       " 'Malaysia berkongsi sempadan darat dengan Thailand Indonesia dan Brunei dan juga sempadan laut dengan Singapura dan Filipina',\n",
       " 'Ibu negara Malaysia ialah Kuala Lumpur manakala Putrajaya merupakan pusat kerajaan persekutuan Pada tahun 2009 Malaysia diduduki oleh 28 juta penduduk dan pada tahun 2017 dianggarkan telah mencecah lebih 30 juta orang yang menduduki di Malaysia',\n",
       " 'Malaysia berakar-umbikan Kerajaan-kerajaan Melayu yang wujud di wilayahnya dan menjadi taklukan Empayar British sejak abad ke-18 Wilayah British pertama di sini dikenali sebagai Negeri-Negeri Selat',\n",
       " 'Semenanjung Malaysia yang ketika itu dikenali sebagai Tanah Melayu atau Malaya mula-mula disatukan di bawah komanwel pada tahun 1946 sebelum menjadi Persekutuan Tanah Melayu pada tahun 1948 Pada tahun 1957 Semenanjung Malaysia mencapai Kemerdekaan dan bebas daripada penjajah dan sekali gus menjadi catatan sejarah terpenting bagi Malaysia',\n",
       " 'Pada tahun 1963 Tanah Melayu bersatu bersama dengan negara Sabah Sarawak dan Singapura bagi membentuk Malaysia',\n",
       " 'Pada tahun 1965 Singapura keluar dari persekutuan untuk menjadi negara kota yang bebas',\n",
       " 'Semenjak itu Malaysia menikmati antara ekonomi yang terbaik di Asia dengan purata pertumbuhan keluaran dalam negara kasarnya (KDNK) kira-kira 65% selama 50 tahun pertama kemerdekaannya',\n",
       " 'Ekonomi negara yang selama ini dijana oleh sumber alamnya kini juga berkembang dalam sektor-sektor ukur tanah sains kejuruteraan pendidikan pelancongan perkapalan perdagangan dan perubatan',\n",
       " 'Ketua negara Malaysia ialah Yang di-Pertuan Agong iaitu raja elektif yang terpilih dan diundi dari kalangan sembilan raja negeri Melayu',\n",
       " 'Sistem kerajaan Malaysia banyak berdasarkan sistem parlimen Westminster dan sistem perundangannya juga berasaskan undang-undang am Inggeris',\n",
       " 'Malaysia terletak berdekatan dengan khatulistiwa dan beriklim tropika serta mempunyai kepelbagaian flora dan fauna sehingga diiktiraf menjadi salah satu daripada 17 negara megadiversiti',\n",
       " 'Di Malaysia terletaknya Tanjung Piai titik paling selatan di seluruh tanah besar Eurasia',\n",
       " 'Malaysia ialah sebuah negara perintis Persatuan Negara-Negara Asia Tenggara dan Pertubuhan Persidangan Islam dan juga anggota Kerjasama Ekonomi Asia-Pasifik Negara-Negara Komanwel dan Pergerakan Negara-Negara Berkecuali']"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def simple_cleaning(string):\n",
    "    return ''.join([s for s in string if s not in ',.\\'\";'])\n",
    "\n",
    "string = malaya.text.function.split_into_sentences(string)\n",
    "string = [simple_cleaning(s) for s in string if len(s) > 50]\n",
    "string"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = model.generate(string, max_length = 256)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "g = r[0]['G']\n",
    "\n",
    "for i in range(1, len(r), 1):\n",
    "    g.update(r[i]['G'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x1224 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(17, 17))\n",
    "pos = nx.spring_layout(g)\n",
    "nx.draw(g, with_labels=True, node_color='skyblue', edge_cmap=plt.cm.Blues, pos = pos)\n",
    "nx.draw_networkx_edge_labels(g, pos=pos)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# https://www.utusan.com.my/terkini/2021/07/agong-dukacita-ketua-pembangkang-tuntut-pm-letak-jawatan/\n",
    "# https://www.hmetro.com.my/mutakhir/2021/07/736206/kediaman-pm-jadi-tumpuan-media\n",
    "\n",
    "string = \"\"\"\n",
    "KUALA LUMPUR: Ketua Pembangkang, Datuk Seri Anwar Ibrahim menggesa Perdana Menteri, Tan Sri Muhyiddin Yassin meletak jawatan susulan kenyataan dikeluarkan Istana Negara berhubung isu Proklamasi Darurat.\n",
    "\n",
    "“Ini menunjukkan Kabinet yang diketuai Tan Sri Muhyiddin melanggar Perlembagaan menghina instusi raja Perlembagaan termasuk menteri di Jabatan Perdana Menteri mengelirukan Dewan.\n",
    "\n",
    "“Oleh yang demikian, kita menuntut Perdana Menteri meletak jawatan,” ujarnya hari ini.\n",
    "\n",
    "Terdahulu, Yang di-Pertuan Agong, Al-Sultan Abdullah Ri’ayatuddin Al-Mustafa Billah Shah menzahirkan rasa dukacita dengan pengumuman pembatalan darurat di Parlimen.\n",
    "\n",
    "Perkara itu dimaklumkan Datuk Pengelola Bijaya Diraja Istana Negara, Datuk Indera Ahmad Fadil Shamsudddin dalam satu kenyataan hari ini.\n",
    "\n",
    "“Sehubungan dengan itu, Seri Paduka Baginda menzahirkan rasa amat dukacita dengan kenyataan yang telah dibuat pada 26 Julai, 2021 lalu bahawa kerajaan telah membatalkan semua Ordinan Darurat yang telah dimasyhurkan oleh Baginda sepanjang tempoh darurat walhal belum lagi diperkenan baginda,” katanya.\n",
    "\n",
    "Kuala Lumpur: Kediaman Perdana Menteri Tan Sri Muhyiddin Yassin menjadi tumpuan petugas media susulan kenyataan yang dikeluarkan Istana Negara berhubung isu pembatalan Ordinan Darurat hari ini.\n",
    "\n",
    "Petugas media dilihat mula 'berkampung' di rumah Perdana Menteri yang terletak di Bukit Damansara di sini, sejak 1 tengah hari ini.\n",
    "\n",
    "Pemerhatian Bernama mendapati beberapa kenderaan dipercayai membawa menteri dan Peguam Negara memasuki pekarangan kediaman Perdana Menteri pada 1.30 tengah hari.\n",
    "\n",
    "Dalam kenyataan Istana Negara itu, Yang di-Pertuan Agong Al-Sultan Abdullah Ri'ayatuddin Al-Mustafa Billah Shah menzahirkan rasa amat dukacita dengan kenyataan di Parlimen pada Isnin bahawa kerajaan membatalkan semua Ordinan Darurat walhal ia belum lagi diperkenan Seri Paduka.\n",
    "\n",
    "Yang di-Pertuan Agong juga amat dukacita kerana apa yang diperkenan dan dititahkan kepada Menteri di Jabatan Perdana Menteri (Parlimen dan Undang-Undang) Datuk Seri Takiyuddin Hassan serta Peguam Negara Tan Sri Idrus Harun bahawa cadangan pembatalan semua Ordinan Darurat dibentang dan dibahaskan di Parlimen bagi tujuan diungkaikan tidak dilaksanakan.\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['KUALA LUMPUR: Ketua Pembangkang Datuk Seri Anwar Ibrahim menggesa Perdana Menteri Tan Sri Muhyiddin Yassin meletak jawatan susulan kenyataan dikeluarkan Istana Negara berhubung isu Proklamasi Darurat',\n",
       " '“Ini menunjukkan Kabinet yang diketuai Tan Sri Muhyiddin melanggar Perlembagaan menghina instusi raja Perlembagaan termasuk menteri di Jabatan Perdana Menteri mengelirukan Dewan',\n",
       " '“Oleh yang demikian kita menuntut Perdana Menteri meletak jawatan” ujarnya hari ini',\n",
       " 'Terdahulu Yang di-Pertuan Agong Al-Sultan Abdullah Ri’ayatuddin Al-Mustafa Billah Shah menzahirkan rasa dukacita dengan pengumuman pembatalan darurat di Parlimen',\n",
       " 'Perkara itu dimaklumkan Datuk Pengelola Bijaya Diraja Istana Negara Datuk Indera Ahmad Fadil Shamsudddin dalam satu kenyataan hari ini',\n",
       " '“Sehubungan dengan itu Seri Paduka Baginda menzahirkan rasa amat dukacita dengan kenyataan yang telah dibuat pada 26 Julai 2021 lalu bahawa kerajaan telah membatalkan semua Ordinan Darurat yang telah dimasyhurkan oleh Baginda sepanjang tempoh darurat walhal belum lagi diperkenan baginda” katanya',\n",
       " 'Kuala Lumpur: Kediaman Perdana Menteri Tan Sri Muhyiddin Yassin menjadi tumpuan petugas media susulan kenyataan yang dikeluarkan Istana Negara berhubung isu pembatalan Ordinan Darurat hari ini',\n",
       " 'Petugas media dilihat mula berkampung di rumah Perdana Menteri yang terletak di Bukit Damansara di sini sejak 1 tengah hari ini',\n",
       " 'Pemerhatian Bernama mendapati beberapa kenderaan dipercayai membawa menteri dan Peguam Negara memasuki pekarangan kediaman Perdana Menteri pada 130 tengah hari',\n",
       " 'Dalam kenyataan Istana Negara itu Yang di-Pertuan Agong Al-Sultan Abdullah Riayatuddin Al-Mustafa Billah Shah menzahirkan rasa amat dukacita dengan kenyataan di Parlimen pada Isnin bahawa kerajaan membatalkan semua Ordinan Darurat walhal ia belum lagi diperkenan Seri Paduka',\n",
       " 'Yang di-Pertuan Agong juga amat dukacita kerana apa yang diperkenan dan dititahkan kepada Menteri di Jabatan Perdana Menteri (Parlimen dan Undang-Undang) Datuk Seri Takiyuddin Hassan serta Peguam Negara Tan Sri Idrus Harun bahawa cadangan pembatalan semua Ordinan Darurat dibentang dan dibahaskan di Parlimen bagi tujuan diungkaikan tidak dilaksanakan']"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def simple_cleaning(string):\n",
    "    return ''.join([s for s in string if s not in ',.\\'\";'])\n",
    "\n",
    "string = malaya.text.function.split_into_sentences(string)\n",
    "string = [simple_cleaning(s) for s in string if len(s) > 50]\n",
    "string"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = model.generate(string, max_length = 256)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "g = r[0]['G']\n",
    "\n",
    "for i in range(1, len(r), 1):\n",
    "    g.update(r[i]['G'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/AAAAADwok2HvmB8AwCMRGRmp8ePHq2XLllqyZIl++OEH7XcI0rEbqTLdYYGDeynu46LWRbwfck8BAAAA4N+NijUAeIxuHfYZExOjFStWaPny5erbt68uXLigQYMGqWpuFzk53P9cazdzMknVg90fRncBAAAAADchWAOAx8RisVhX3Dx16pQSEhKUN29eTZ8+XVu2bFHbtm21bNkyXbx4UbM++Y8a5PeUzA82JNbJJNXP56GQXM6P4hIAAAAA4F+NYA0AHhMHBwfFxMSoQYMG6tmzp1q2bKmTJ0/Kzc1N+/fv12uvvaZ69eqpUaNGGj9+vLzjzqtRqI+c7rNwLTtUqxhItRoAAAAAPArMsQYAj8nWrVv15ZdfqmrVqho4cKAGDBggFxcXPfvss1qzZo3S09NVvHhxbd++XeXLl9egQYMkSReSM/TThWRFJ2TIJCnzpv/FnUxZCxUU9XZR9WB3KtUAAAAA4BGiYg0AHjHDMBQdHW39e7YDBw5o//798vLykpS1OubVq1cVGxur1q1by9nZWdOnT9dLL71kDdUMw1BILme1Luqjl0v7q1ZILpX2c1WYt7NK+7mqVkguvVzaX62LeBOqAQAAAMAj5vS4OwAA/2Tp6en6+uuvtWvXLn388cfy8vJSZmamnJyc1KlTJ124cEHnz5/XuXPnlD9/foWHh2v58uWaNm2aKlasaG0nO5Azmf43DjSXs4Oq5cn1p18TAAAAACALFWsA8Ai5uLiobNmy8vPz09y5cyVJTk5OMgxD/v7+atCggc6fP6+xY8fqzJkzWr9+vSpWrCjDMKxhmtlslslksgnVAAAAAACPH8EaADxkFovFZshnlSpVVKVKFf3yyy/avXu3dR9Jql+/vqpUqaJDhw5pwIABatiwofr27WsTpGWvHAoAAAAA+GthKCgAPESGYcjBIes7ix07dsjd3V2lSpVSs2bNFBUVpYULF6ps2bJydXW1Dglt2rSpTpw4IS8vLw0ZMkRSVpUagRoAAAAA/LVRsQYAD8HNc6BlZmbqxRdf1JAhQ/Tdd9/plVdekYODg1q2bKnExETNmzdP0v+GhObNm1c1a9bUb7/9ptWrV0uiSg0AAAAA/g4I1gDgD8qeAy3bwoULVaRIEf30009KTk7W5s2bNW7cOJUvX141a9bUhg0btHfvXps2mjZtqn79+qlJkyZ/dvcBAAAAAHZiKCgA/EGOjo5KSEjQf/7zH/Xu3VvNmzeXYRhq166dHBwc9NVXX2nUqFHatm2bWrZsqdOnT1uDOJPJJMMwZDKZ9OSTTz7mKwEAAAAAPAgq1gDgAZ05c8bm8fr161WlShWlpqbKy8tL3t7eiomJUe7cubVgwQJVqVJFaWlpevPNN+Xu7q5hw4apfPny1uNZ7RMAAAAA/p4I1gDgAY0aNUqnT5+WlDUMdOXKlfrggw80YcIEeXt7S5KuXbumjRs3avfu3Ro2bJgaNGigKVOmyNnZWQ4ODjarhgIAAAAA/p5MBp/uAOCe0tLS5OLiIpPJJIvFoi1btqhAgQIKCwvTs88+q8aNG6tfv35KS0uTq6urJOmjjz7Srl27ZLFYNHPmTLm4uDzmqwAAAAAAPEzMsQYA9xAfH69p06Zp6NChOnfunJycnLRy5Urt27dP69atU8OGDRUXF6fTp08rNDRUFy9e1MaNGzVw4ECboM1iscjBgUJhAAAAAPin4BMeANzBb7/9pvXr18vb21uHDh1ShQoV1KRJE/3000+aNGmSrl+/rvnz56tBgwa6ceOGunbtqq+//lpNmzbVqVOnJIlQDQAAAAD+wfiUBwA5MJvNunTpkgoWLChJqly5ss6cOaMhQ4aoVatWkqRJkyZpzJgx8vX11YQJE9StWzedOnVKn3zyiYYPH27THqEaAAAAAPzzMMcaANzkxo0b+uCDDxQaGqpevXrp559/1tatW9WqVSsdOHBA7733njZs2CBPT085Ojqqb9++OnXqlFavXm3TTvZ/raz4CQAAAAD/XJRQAMBN/Pz8FBAQoGPHjunIkSPy8PDQL7/8okOHDqlNmzYqXLiw3n77bTk6OioxMVGff/65cufOrbi4OGuYZhiGTCYToRoAAAAA/MMRrAH417NYLLq5eLdt27ZydHTU0qVLVapUKTVr1kwrV67UyZMn9dlnn2nNmjXq37+/nnjiCUVFRWnOnDny8fGxBmkEagAAAADw70CwBuBfzTAMOTg4yGQyac+ePTp9+rTy58+v1q1b68yZM1q+fLm6dOkiV1dXLVy4UIGBgVq4cKHKli2rLVu26IknnpCUFc4BAAAAAP5dnB53BwDgcTKZTDKbzRo0aJC2bt2qChUqKD4+XkuWLNG+ffu0adMmVahQQX369NHrr7+u8PBwNWvWTKVLl5aUtciBo6MjixMAAAAAwL8QnwQB/OuYzWabxzt37tTp06f166+/atq0aUpPT9fgwYP1/PPPy9XVVXPmzFGZMmU0YMAA1alTx3qcYRhydHT8s7sPAAAAAPiLIFgD8K+RPVzT0dFRKSkpyszMlCQdP35cwcHBcnJykouLi+bMmaNly5bp8uXLql27tq5fv64LFy6oadOm8vLyYsVPAAAAAIAkyWTcPGM3APwLLFmyRK+//rrq1aunkiVLqmfPngoLC9OhQ4cUEhIiSerZs6cmTJig3LlzKzMzUy4uLo+51wAAAACAvxrmWAPwr2AYhhITEzV27Filp6crMjJSbm5uatOmjcqWLavx48erdevWGjlypNauXauTJ0/K2dlZJpNJLi4uMgyDCjUAAAAAgA2CNQD/SDt37tTRo0fVunVreXp6ymQyydnZWbNmzVK9evX05JNPSpKmT5+unj176tixY3Jzc9OGDRtksVi0Zs0amyo1QjUAAAAAwK0I1gD84+zatUutWrXSypUr5enpKUnKyMiQm5ubpk6dqmHDhikpKUkeHh6qXbu2KlSooKioKHXv3t2mnewVPwEAAAAAyAmLFwD4xylYsKCaNGmib7/9VpMnT5YkOTs7S5KeffZZhYeH6/nnn9fBgwc1Z84cRUdHKyAgwKYNi8VCqAYAAAAAuCsWLwDwj3Bzddn+/fv1zDPPKFeuXPr+++9VqlQpGYZhDcuuX7+uGjVqKDw8XEFBQerYsaPq1KnzmK8AAAAAAPB3Q7AG4G/v1oUFzp8/r6VLlyo6OlpVqlTRc889Z92WHcBFRkZq0qRJ+uWXX+Tk5CSLxSIHB4p4AQAAAAD3j2ANwD/Czp07NXz4cJUtW1YFCxbU4MGDFRkZqQ0bNmjAgAEqX778beFZnTp1VLFiRU2ZMuXxdRwAAAB/qqQMiw5eT9XlFLPSzBa5OjooyN1RZf3dlMuZL1oBPBgWLwDwt3fkyBH16dNHb775pvLly6eXX35Z7u7u6t27t6KiorRw4UKFh4fLySnrv7zsqrUFCxbozJkzj7n3AAAA+DNcSMrQjkspOhGfLpOkzJtKTI7FStsuJKuIt4tq5HFXiIfz4+omgL8ZKtYA/K3cOuxTkjZu3Khly5ZZK88OHTqkxo0b67ffftOhQ4f0+eefq0ePHnr66afv2g4AAAD+mfZcSdHG80k2YdqdOJmk+vk8VDHQ/dF3DMDfHnWuAP4WLBaLJMlkMikjI0MZGRnWbQ4ODlq+fLn1cXh4uOrWratjx46pfPnyGjlypE2olt0OAADAv5Gnp6dOnDjxuLthFRkZqUaNGj30fbM9SKgmZVWybTyfpD1XUh7oPG+99ZZy586t4ODgBzruQYwZM0ZdunR5ZO2fOXNGnp6eMpvNj+wcwD8NwRqAv4XsudG2bt2qLl266OTJk9Zt9erVU3h4uLp166akpCTt2rVL586dU3BwsHLlyqUnnnhCUlaVGgAAwD9NoUKF5O7uLk9PT+XJk0c9evRQYmLiHfdPTExUkSJFHnm/evToIZPJpO+//97m+cGDB8tkMmnGjBmSpM6dO2vt2rX31eb97tujRw+99dZbupCU8UChWrbscO1Ccsa9d1ZWIPWf//xHR44c0cWLF2/bvnnzZplMJrVq1crm+f3798tkMqlevXoP1sFHpGDBgkpMTJSjo+Pj7grwt0GwBuAvK7tKzWw2KzMzU4MGDdLixYvVu3dvFS9e3GafefPmKS0tTX369FHv3r3Vt29f5c+f36Y9qtQAAMA/1fLly5WYmKg9e/bol19+0dixY2/bJzMz80/vV/HixTVr1iybPixcuFBFixb9U86/41LKA4dqkmTOzFSmIf108f6q1s6cOaOAgAAFBQXdcZ/AwED99NNPunbtmvW5mTNnWt/XAvh7IlgD8JdkNputVWqOjo5ycnLS+fPntXXrVlWqVMkaqDk4OMhsNitXrlyaM2eOJk+erB07dqhTp06Ps/sAAACPRb58+dS0aVMdOnRIUtYXi5999pmKFSumYsWKWZ87fvy4pKzKrn79+qlp06by9PRUzZo1dfHiRQ0aNEh+fn4qUaKE9u7da20/JiZGbdq0UWBgoAoXLqyPP/74rv1p0aKFtm/frhs3bkiSVq9erbJly9oMl5wxY4Zq1aplfWwymTR16lQVK1ZMvr6+evnll60jD27e1zAMDR48WEFBQfL29laZMmV06NAhTZs2TZGRkZo4caI6hYdo5sDOkqT4Kxc1Z2gPja1fQhObV9KP86ZZz7l+6kRFvva8Fox4SWNqF9ae5fMkSdHx6UrOyHrfGRcXp27duikwMFChoaEaO3asLBaL1q9fr4YNGyomJkaenp7q0aNHjvfCxcVFERERmj9/vqSs97sLFixQ586dbfYbOHCgChQoIG9vb1WqVEnbtm274/1t166dgoOD5ePjozp16ujw4cOSpN27dytPnjw2QzqXLFmicuXKSZJ27dqlypUry9vbW3ny5NGrr74qSTp16pRMJpM1hJ0+fbpKliwpLy8vFSlSRF9++eUd+wL8WxGsAfhLcnR01IULF9S7d29NmjRJu3bt0qxZs5SSkqI9e/bIwcHB+gYru1Td2dlZwcHB8vDwYF4IAADwr3T27FmtXLlSFSpUsD63dOlS7dy5U0eOHMnxmIULF2rs2LG6evWqXF1dVb16dVWsWFFXr15V27ZtraGLxWJRixYtVK5cOZ0/f14bNmzQlClTtGbNmjv2x83NTc8++6w1TJo1a5a6det2z+tYsWKFdu/erQMHDmjhwoU5nmPt2rXaunWrjh07pri4OC1cuFABAQF68cUX1blzZ3V+ebDG7Tit7h9FymKxaObAzgopHq431xxQr6mL9ePcaTq2Y6O1vSNbViv86RYatSVa5Zu2lSSZJB24nipJeuWVVxQXF6cTJ05oy5YtmjVrlqZPn66nn35aq1atUt68eZWYmGgd4pqTbt26WSv41qxZo/DwcOXNm9dmnypVqmjfvn26fv26OnXqpHbt2ik1NTXH9po2baqoqChdvnxZFStWtIZ0VapUUUBAgM2w2dmzZ1vv/cCBAzVw4EDFx8crOjpa7du3z7H9oKAgrVixQvHx8Zo+fboGDx6sPXv23PH6gH8jgjUAf0n79+9XkyZNVLNmTbm7u+uVV17RjRs39MYbb2j48OFKS0u769BO5oUAAAD/JhEREfL19VWtWrVUt25dDR8+3Lpt2LBh8vf3l7t7zqtctmrVSpUqVZKbm5tatWolNzc3devWTY6OjurQoYO1Ym337t26cuWKRo0aJRcXFxUpUkS9e/e2hmZ3kh0mxcbGasuWLYqIiLjn9bz55pvy9fVVwYIF9dRTT2nfvn237ePs7KyEhAT9/vvvMgxDJUuWVEhIiHV7UobFOgz03OG9Soq9pgYvDpWTs4v88xdS1VZddGDNd9b9C5aprNJPPSMHBwc5u2Xdq0xDupJiltls1vz58/Xee+/Jy8tLhQoV0pAhQzR79ux7XsvNatSooevXr+vo0aN3DBm7dOmigIAAOTk5aciQIUpLS9PRo0dzbK9nz57y8vKSq6urxowZo/379ysuLk6S1L17d82ZM0eSdP36da1Zs8Y6qsPZ2VnHjx/X1atX5enpqWrVquXYfrNmzVS0aFGZTCbVrVtXjRo1umsFHfBvRLAG4C8pOjpaw4YN01NPPaUZM2aoYcOGyps3r55//nkFBgZq4MCBj7uLAAAAfxlLly5VbGysTp8+rc8//9wmRCtQoMBdj82TJ4/17+7u7rc9zl4I4fTp04qJiZGvr6/1z/jx43Xp0qW7tl+rVi1duXJF48aNU/Pmze8Y8N3s5qGiuXLlynExhvr166t///56+eWXFRQUpBdffFHx8fHW7eab5laLvXBWCVcu6u06Ra1/Nn0zRQnXr1j38QnOl2Nf0swWXb16VRkZGQoNDbU+HxoaqvPnz9/zWm7VtWtXffrpp9q0adNtixlI0uTJk1WyZEn5+PjI19dXcXFxunr16m37mc1mvfnmmypatKi8vb1VqFAhSbLu26VLFy1fvlxJSUlauHChateubQ0ev/76ax07dkwlSpRQlSpVtGLFihz7umrVKlWrVk3+/v7y9fXVypUrc+wL8G/m9Lg7AODf6/Tp0/rmm2/09ttvS8qa9yF//vyqWrWq3N3d9fzzz6tMmTKaMmWKatWqpbS0NMXGxmrq1KmaOXPmY+49AADA38PDWsCpQIECKly4sKKioh742C5duuidd97Rpk2bHkpfsg0YMEADBgzQ5cuX1b59e02aNEnvvvuuTCaTHG+6bJ88+eSXt6CGfr/rjm2ZlPN9cnV0UO7cueXs7KzTp0+rVKlSkrIWLMiXL+cw7m66du2qsLAwdevWTbly5bLZtm3bNk2cOFEbNmxQ6dKl5eDgID8/vxxXt587d66+//57rV+/XoUKFVJcXJzNvvny5VP16tW1ZMkSzZ49Wy+99JL12GLFimnevHmyWCxasmSJ2rZta7OogiSlpaWpTZs2mjVrlp599lk5OzsrIiIix74A/2ZUrAF4bK5fv66dO3fqs88+03PPPadPP/1UQ4cO1TvvvCOTyaQuXbqoQ4cOqlWrli5cuKCOHTtq+fLlyp8/v0aMGPG4uw8AAPCvUrVqVXl5een9999XSkqKzGazDh06pN27d9/z2AEDBmjdunWqU6fOQ+vP7t27tXPnTmVkZMjDw0Nubm7Wxa/y5Mmj2JjTcvr/rKxAeEW5enhqy4yPlZGaIovZrIvHf9PZw3vvcgbJySQFujvK0dFR7du314gRI5SQkKDTp0/rgw8+UJcuXR6434ULF9aWLVs0bty427YlJCTIyclJgYGByszM1DvvvGNThXfrvq6urgoICFBycrLN8N9s3bp108SJE3Xw4EG1bt3a+vycOXN05coVOTg4yNfXV5Ks9y5benq60tLSFBgYKCcnJ61atcpmzjYAWQjWAPypLBaLdUXPUqVKWeflKFq0qDZu3KiJEyfK1dVVmzZtUocOHfTJJ5+ob9++evrpp1WmTBn16tXL2hbflgEAAPx5HB0dtWLFCu3bt0+FCxdW7ty51atXL+ucXnfj7++vBg0aPLTqOUmKj49X79695efnp9DQUAUEBOi1116TJL3wwgu6GH1MI2sX1exXu8nB0VHdP5qrmKOHNLFFJb1b/wkteWew0hJzDq2yGZLK+rtJkj755BN5eHioSJEiqlWrljp16qSePXva1fdatWrdtmiBJDVu3FhNmjRR8eLFFRoaKjc3tzsO5e3WrZtCQ0OVL18+lSpVKsd50lq1aqXTp0+rVatWNtVxq1evVunSpeXp6amBAwdq/vz5tw3R9fLy0scff6z27dvLz89Pc+fOVcuWLe26XuCfzGTwyRTAY3Djxg15e3srPT1dXbt21fXr17Vx40ZlZmZq+fLlWrdunT7++GOdO3dOly9flre3t0qUKCEpK5y79Rs1AAAA4FaLT8QrKi7drmMNi0XFfJzVNszvIffqz1W0aFF9+eWXevrppx93V4B/JD6ZAnjksivUsvXp00etWrVS9+7d5e7urtGjR8vT01OLFy+Wk5OTypQpo+PHj8tsNqtQoUKqWrWqSpQoIYvFIsMwCNUAAABwX2rkcbcOB31QlswMfTToBe3cufPhdupPtHjxYplMJtWvX/9xdwX4x+LTKYBH6ubqshMnTig6Olqenp5atWqVzpw5oxEjRqhMmTJq2bKlBgwYoMjISA0dOtS6qtHNRbUODg4PdfgAAAAA/tlCPJxVP5/HA4drTiapaRE/vdKtoyIiIvTaa68pJSXl0XTyEalXr55eeuklffbZZ3wxDTxCDAUF8MiZzWYNHTpUixcvVuHChdWkSRMNGzZMp06dUv369TVv3jxVqFBB7du3V2xsrPr27auOHTs+7m4DAADgH2LPlRRtPJ+kzPv49Otkkurn81DFwKw5x65cuaIBAwbo119/1TfffKNatWo94t4C+DshWAPw0BmGYa0s27lzp6ZMmaJy5cqpV69e+vLLL3Xq1Cm98cYbCgsL04cffqjZs2fr559/1qlTpxQcHCxvb29JWYGco6Pj47wUAAAA/ENcSM7QTxdTFB2fLpNkE7I5mbIWKijq7aLqwe4KyeV82/FLly7Vyy+/rDZt2ui9996Th4fHn9Z3AH9d1IMCeGiy51IzmUwym82SJD8/P61Zs0bu7u7KnTu3WrRoocDAQC1YsECSNHjwYOXNm1fHjx9X8eLF5e3tbW2HUA0AAAAPS0guZ7Uu4q2XS/urVkgulfZzVZi3s0r7uapWSC69XNpfrYt45xiqSVJERIQOHjyo+Ph4lSlTRj/++OOffAUA/oqoWAPw0EVGRmr58uVq06aNGjdurEWLFmnGjBnaunWrJGnlypWaN2+eWrRoofbt29tUuAEAAAB/dStXrpSfn5+qVKkiJyenO+537NgxFStWjPe6wD8YwRqAh8YwDL311ls6cuSI+vXrpy+//FJ58uTRZ599plq1aikiIkJDhw7V5cuXtXz5cj355JMKDw+3LlDAGw4AAAD8Xdzty+H09HStXLlSI0eOlMlk0qpVq5Q3b94//f1uUoZFB6+n6nKKWWlmi1wdHRTk7qiy/m7K5cwANuBhuHO0DgD3cPOKn5KUmJio9PR0zZ8/Xx988IHOnj2rQYMGSZI+//xz1atXT02bNlXp0qX1wgsvWI8jUAMAAMDfzZ3ew1osFh08eFDTp0/XxIkTVaJECeXLl08ZGRlydHT8U1bovJCUoR2XUnQih/nkjsVK2y4kq4i3i2rkcVeIR85DXwHcH4I1AHZzcHDQyZMntWXLFrVt21ZeXl767bfflC9fPvXu3Vs//vijnJyctH//fpUrV04jR460zr0GAAAA/NOcPXtWmZmZmjt3rooVK6amTZtat73//vuSpNdee02urq6PrA/3WgE1+/mouHSdjE+3WQEVwIOj9hPAfTMMw7qwgCStXr1azz77rCIjI9WrVy8dPnxYHTp0UJ06dfT666/LyclJM2bM0PDhw3XmzBkNHjxYZcuWfYxXAAAAgL8LT09PnThx4nF3wyoyMlKNGjXKcZthGLpy5YoaN26s7t276+DBg/rll1+s23fs2KGoqCjVqVNHrq6uOnjwoB7FrEz3CtUkae1n4/Vu/Sc0rmEpZRrSxvNJ2nMl5Y77jxkzRl26dHnofX3Q85QuXVqbN2++bd8zZ87I09PzoXyBP378ePXq1esPt4N/F4I1APfFbDbLZDLJwcFBe/bs0cyZM3X48GF99913WrdunXx8fLR+/XoVL15clStXVoMGDfTss89q5syZGjlypAoWLPi4LwEAAACPUaFCheTu7i5PT0/lyZNHPXr0UGJi4h33T0xMVJEiRR55v3r06CGTyaTvv//e5vnBgwfLZDJpxowZkqTOnTtr7dq1ObZhMpkUGBio1157TU2bNtXKlSu1efNm65fS3t7eateunfLly6fp06fr888/l9lsVo8ePfTWW289lOu4kJRxz1At9sI5bZvzhQYv2q4R645IkjVcu5Ccoc2bNyt//vwPpT856dGjh1xcXOTp6Sl/f381bNhQv//++30de/jwYdWrV++25wsWLKjExEQ5Ojr+4f4NHz5c//3vf/9wO/h3IVgDcFfHjh3TtWvXrL+ovvvuO/Xs2VM//vijxowZo23btkmSunXrpr179+rChQsaPny4Fi9erJdfflmbNm1StWrVHsk3cgAAAPh7Wb58uRITE7Vnzx798ssvGjt27G37ZGZm/un9Kl68uGbNmmXTh4ULF6po0aL33cbly5d19OhRXbt2zbpSaPZ8auHh4WrevLk2btyofv36qWjRotZ9/sj75Jvv1Y5LKXcN1SQp9uI55fLxk6d/oG07hvTTxTtXrT1Mr7/+uhITE3Xu3DkFBQWpR48ef8p5gUeFYA3AHZ05c0Zff/215s+fL0kaO3asPv30U02YMEHTpk3Tp59+qi+++EIpKSmqWbOmwsPD9e233yoqKkqFCxe2lspnV7sBAAAAkpQvXz41bdpUhw4dkpRV8fXZZ5+pWLFiKlasmPW548ePS8qqdOrXr5+aNm0qT09P1axZUxcvXtSgQYPk5+enEiVKaO/evdb2Y2Ji1KZNGwUGBqpw4cL6+OOP79qfFi1aaPv27bpx44akrClPypYtq+DgYOs+M2bMUK1atayPTSaTpk6dqmLFisnX11c9e/bUzz//rCFDhtjsa7FYNHjwYAUFBalfv35ydnbWnDlz1KZNG0VGRmrSpEny9PRUixYt7tn3MWPGqG3bturSpYu8vb2t1XRJGRadiE+XJKUmxGvhyJc1tn4Jvf9MBW38739ksVh0fOcWfd2vnRKuXNTomqH6dnR/m3vw26Ubatq0qWJiYuTp6SlPT0/FxMRIylrltFu3bvLy8lLp0qVthrk+6L3OlitXLnXq1Mn6GrjXeQoVKqT169ff1s6pU6dkMpmsIWO9evU0bNgwVa1aVd7e3nr22Wd1/fp1m32nTZumvHnzKiQkRJMnT7a5v9lDTLP3nTlzpgoWLKjcuXNr3Lhx1n0tFosmTJigokWLKiAgQO3bt7eeJzU1VV26dFFAQIB8fX1VpUoVXbp06b7uC/5+CNYA3FHBggVVvXp1RUdH6/Tp02rcuLE8PDx09uxZpaWlqXv37ipVqpRef/11SdJLL72k559/3vpmKNvDKMsGAADAP8fZs2e1cuVKVahQwfrc0qVLtXPnTh05ciTHYxYuXKixY8fq6tWrcnV1VfXq1VWxYkVdvXpVbdu21auvviopK/Bo0aKFypUrp/Pnz2vDhg2aMmWK1qxZc8f+uLm56dlnn7V+oTxr1ix169btntexYsUK7d69WwcOHNDmzZuVlpamkJAQmyq01atXa+vWrRo1apTCw8O1c+dOLVu2TD179lSFChXUv39/JSYmavny5ffV9++//15t27ZVbGysOnfuLEk6eD1V2V9jL5s4TKmJ8Xpt+S968b/fa8+Khfp12VyFPVlXz38yX16BwXr7x9Nq9/anNtfi6u6h/0R+p7x58yoxMVGJiYnKmzdvVpvLlqljx46KjY1Vy5Yt1b9/f7vvdbbExERFRkbavAbudJ4HNWvWLH3zzTe6cOGCnJycNGDAAJvtmzZtUlRUlNauXav3338/x8Au2/bt23X06FFt2LBB77zzjn777TdJ0ieffKKlS5dqy5YtiomJkZ+fn15++WVJ0syZMxUXF6ezZ8/q2rVrmjp1qtzdWSDin4pgDUCOst8M1KhRQxEREcqXL5+qVKmiunXr6vfff9exY8ckSSNGjNDSpUv166+/ysPDQ08//fTj7DYAAAD+wiIiIuTr66tatWqpbt26Gj58uHXbsGHD5O/vf8cAolWrVqpUqZLc3NzUqlUrubm5qVu3bnJ0dFSHDh2sFWu7d+/WlStXNGrUKLm4uKhIkSLq3bu3NTS7k27dumnWrFmKjY3Vli1bFBERcc/refPNN+Xr66uCBQvqqaeeUnJysk6ePGkzWsPNzU1xcXEaP368xo4dq5IlS6pgwYJyd3dXdHS0zQqh99P36tWrKyIiQg4ODtZ7dTnFrExDspjNOrDmOzV+5S25enjKL29B1e7ST3t/+Pae15JpSLHplhy31apVS88884wcHR3VtWtX7d+//777e6vJkyfL19dXYWFhSkxMtFbd3e08D6pr164KDw+Xh4eH3n33XS1cuNBmcYPRo0fLw8NDZcqU0fPPP6958+bdsa3Ro0fL3d1d5cqVU7ly5ax9mjp1qsaNG6f8+fPL1dVVY8aM0aJFi5SZmSlnZ2ddu3ZNx48fl6OjoypVqiRvb2+7rgV/fU6PuwMA/pqy3wwEBQUpKCjI+nyvXr30+uuva/PmzQoODlZYWJjWrVunEiVKPK6uAgAA4G9i6dKld/witkCBAnc9Nk+ePNa/u7u73/Y4eyGE06dPKyYmRr6+vtbtZrNZtWvXvmv7tWrV0pUrVzRu3Dg1b978viqMbh4qGhAQoHLlyqlw4cLasmWL9fn69eurXr16+u6779S9e3e1bt1akydP1ubNm1WsWDE5Ojpq//792rVrl2JjY+/Z95zuU5o5KxBLir0mc2aG/EL+twCBb0h+xV++cM9rkaQMc87B2s3XmStXLqWmpiozM9Ouez106NAc59a723my56O7Xzffo9DQUGVkZOjq1at33H7w4ME7tnVrn25+nbVq1co6j56UNVLn0qVL6tq1q86ePWutvuvSpYvGjRsnZ2fnB7oO/D1QsQb8y8XFxVl/ydxr4lSLxSIfHx+1atVKGzZs0Llz5yTJGqqxQAEAAADs9bDm5C1QoIAKFy6s2NhY65+EhAStXLnynsd26dJF//nPf+5rGOiDeOONN5Q3b1517NhRR48e1aRJkxQYGChHR0fFxsaqV69eiomJkY+Pj/LmzatLly5Z+x4XF2fT95zuk6tj1kd7D98AOTo568aFc9ZtcRfPyzso5L766fKAU7j8kXv9KJ09e9b69zNnzsjZ2Vm5c+e+4/bsIa8PokCBAlq1apXNtaempipfvnxydnbW6NGjdeTIEe3YsUMrVqywWRwD/ywEa8C/WFpaml599VUtX75cycnJMplMunTpkn799dcc98/+NqZJkyYaN26czXwI0sN7MwQAAADYq2rVqvLy8tL777+vlJQUmc1mHTp0SLt3777nsQMGDNC6detUp06dh9af3bt36/r169q2bZtq1Kghd3d3mc1mRUZG6vLly9q4caOeeeYZjR49WuXKldPZs2f15JNPaunSpTKbzTpy5Mg9+x7k7ignk+Tg6KgyDZ/V2s/GKy0pUTdizmp75Beq8Ezbe/bTySQVzh+sa9euKS4u7r6u7Y/c60dpzpw5OnLkiJKTkzVq1Ci1bdvWZt7nd999V8nJyTp8+LCmT5+uDh06PPA5+vbtqxEjRuj06dOSpCtXruj777+XlDWH28GDB2U2m+Xt7S1nZ2ebyjb8s/CTBf6lLBaLXF1d1bZtW23bts06Z9q3336rtLS0Ox6XXZVWunTpP6WfAAAAwINwdHTUihUrtG/fPhUuXFi5c+dWr1697iss8vf3V4MGDR7qF8bx8fHq1auX8ufPrwEDBiggIEBVq1ZVUlKSSpQoIcMw9NFHHykiIkKvvfaamjVrpsDAQLVr105eXl731fcy/m7KHjvS8o335OKWS5NaVNaXLzRXuSZtVOnZzvfspyGp5ZPl9Nxzz6lIkSLy9fW1rgp6J3/kXj9KXbt2VY8ePRQcHKzU1NTbViqtW7euwsLC1KBBAw0dOlSNGjV64HMMHDhQLVu2VKNGjeTl5aVq1app586dkqSLFy+qbdu28vb2VsmSJVW3bl117dr1oVwb/npMBmO3gH8Vs9l82yqdkZGReuqpp5Q3b94ctwMAAAD448aNG6eff/5ZDg4Oqlatml588UUFBARIksaPH69Vq1Zp27ZtkqQPPvhACQkJGj16tE0bd3q/vvhEvKLi0u3rmGGouK+rWhfx/v+Hxt92NEq9evXUpUsX9erV67Ztp06dUuHChZWRkfHA87YBd8IrCfiXyf4l/N///lcZGRmqVq2adZnum7dL0tWrV23mIgAAAABgvxdffFFms1kREREKDw+3Dg88ePCg3nnnHevqlLGxsTbh1q+//qp9+/YpIiLCGsTdqkYed52MT1emHaUzTg4mPRnoqk2bNqlkyZI2E/YDuDuGggL/EEkZFv18KVnLTiXo2+g4LTuVoJ8vJSs5w3Zln/j4eDVr1kybNm2Sj4+P+vTpo02bNt3W3qJFi7Ro0SKlpqb+WZcAAAAA/KMFBgZq1KhRKlu2rDU0S0tL04cffqgSJUooV65ckqStW7dq+/btqlChgsaNG6dx48bJbDarSZMmWrRokbW9o0eP6vLly5KkEA9n1c/nIacHLDQzMjMU7pyk3h1aafr06Zo9e7bS07Mq3xjgBtwbQ0GBv7kLSRnacSlFJ+LTZZJsvqFyMmXNlVDE20U18rgrxMNZR48e1bp169S/f3/16dNHUVFR+uqrr1S0aFFJ/yv7vnLligIDAx/LNQEAAAD/FpMnT9aCBQs0ffp09evXT5mZmQoLC1OjRo1UoEABPf/88/L29tZ3332nc+fO6YcfftCECRNkNpv1wgsvqFq1aurZs6dcXFwkSXuupGjj+aR7V64ZhjLSUnX8h0jlSb8uSZo4caKuXbumCRMmqFWrVqpRo8b/7/r3HRoKPGoMBQX+xu71SzP7+ai4NJ2IS1OD/J5KuXpV48eP16xZs9S4cWN9+eWXWftERalYsWLWX5jZoRq/RAEAAIBHp2LFiqpdu7bCw8O1adMmbdy4UbVr15abm5ueeuopjR07Vk888YQ6duyo3Llzy9vbW2lpaYqMjJSvr6+efvppa6gmSRUD3RXi4aSfLqYoOocv3y0Z6XJwcFDSmaPat2Smuj3bVLVr97AO/+zZs6fWrVunCxcu6OLFi2rdujWfB4C7IFgD/qamLV2j1/s8rzdXH7iPvU0yS1pzKlYV/Qro6aef1tatWxUWFiZJ6tatm3bs2KEDBw5Yy8+tR/JLFAAAAHhk6tevL0nKyMiQs7OzGjZsaN1WoUIFFS1aVJUqVdJPP/2kcePGKSgoSK6urmrSpIkqVaqk0NBQSbaLGoTkclbrIs5KzrDowPVUXUkxK81skaujg07sP6BDa75Th9bPquuoN1W8eHHr+Xr37q24uDhFR0crJSVFTZs2VYECBVSlSpU/8Y4Afy8Ea8BDUKhQIV26dEmOjo7y9PRUkyZN9Omnn8rT0/ORnO9CUob2Xk3V3aq7h1UMlLNbLplMkpOrm8KerKuI4ZP0q+GunoNf148//qizZ8/qmWeeUWpqqlauXHlbqAYAAADgz+Hs7Hzbc6VKlVKfPn00ZMgQde3aVSNHjrRuy5s3r/LmzauYmBjlzZs3x5VCczk7qFqeW97jF6ovS4t61oUTpKxQb8iQIfrhhx8UFRUlDw8PxcbGqkSJEvLy8rI5nBEtgC0WLwAekuXLlysxMVH79u3T3r179d577z2yc+24lCLzfcyOOGD+Jr3942m9tuwXpcTHav3UiTI5OinGNVDffvutypQpo1atWmnjxo0qXrw4k5MCAAAAfyG9evXStGnTNHPmTH3yySdKSEi4bZ8NGzZo5syZysjIuG3biRMncmz31mDs448/1g8//KBXXnlFHh4eio+P14EDB+Tu7q48efIoOTlZycnJ1mMtFktOzQL/SgRrwEMWHBysxo0ba9++fdbnli1bptKlS8vX11f16tXTb7/9JkmaNGmS2rRpY3P8gAEDNHDgQEnS9OnTVbJkSXl5ealIkSL68ssvlZRh0Yn49Afqk5unl0rWbaLLJ4/J5OCgc2kOGjT4VV25ckW9e/fWjBkzVLNmTesv2IEDB6pAgQLy9vZWpUqVtG3bNknSxYsXlStXLl27ds3a9p49exQYGKiMjAxFR0erfv36CggIUO7cudW5c2fFxsY+6C0EAAAA/vUMw5BhGKpatarWr1+vDh063FY9Jkldu3ZV8+bNb6t4O3r0qL766ivNnTv3tmNuDtamTZumL774Qh999JG2bNmijz/+WJ988ok+++wzVatWTceOHVPbtm01bNgwDRo0SJLk4OBAuAb8P4I14CE7d+6cVq1aZZ2/7NixY3ruuec0ZcoUXblyRc8884xatGih9PR0denSRatXr7aGT5mZmZo/f766desmSQoKCtKKFSsUHx+v6dOna/DgwVq0+Sc9aOF1SnysjmxepYJlKkmSTJISM2x/Ed78y7VKlSrat2+frl+/rk6dOqldu3ZKTU1VcHCw6tWrp4ULF1r3nT17tjp27ChnZ2cZhqFhw4YpJiZGv/32m86ePasxY8Y8YG8BAAAAmEwmm+qwoKAgSbI+zszMtO4bEBBgc2xaWpp27NghSdZwbNmyZTmeJ3uxgubNm2v48OH68ccf5ezsrJdeeklVq1ZVr169dOnSJX300Ue6ceOGXnvtNUmyGUoK/JvxLwF4SCIiIuTl5aUCBQooKChIb7/9tiRpwYIFatasmRo2bChnZ2cNHTpUKSkp2rFjh0JCQlSnTh19++23kqTVq1crd+7cqlQpKwBr1qyZihYtKpPJpLp166pRo0bavn37vZfO/n+fdm6gt+sU1bv1n1DcxXOq2qa7JMkskzIsd26kS5cuCggIkJOTk4YMGaK0tDQdPXpUktS9e3fNmTMnqx2zWfPmzVPXrl0lSWFhYWrYsKFcXV0VGBioV199VVu2bHnwmwkAAABA0u0BVna12OTJk7Vnz54cj3F1dVWZMmXUvHlzFSlSRGFhYfL09MxxNImTk5MKFy4ss9msOnXqaM6cOXr99df15JNPqk+fPnr99ddVq1Yt9e7dW71795afn5/12BEjRmjBggUP9XqBvxuCNeAhWbp0qRISErR582b9/vvvunr1qiQpJibGulKPlPWLsECBAjp//rwk26Bqzpw51pBKklatWqVq1arJ399fvr6++uGHH3QxJua++9Q/coNGb43Wuz+d05Nte+jLF1ooIy1VkmS5y3xqkydPVsmSJeXj4yNfX1/FxcVZr+fZZ5/VkSNHdPLkSa1bt04+Pj6qWrWqJOnSpUvq2LGj8uXLJ29vb3Xp0sV6HAAAAICHw8HBQd27d5eLi8sd96lcubJq1qypKVOm6PPPP1f9+vXl6+srSTnOrZy9+IGTU9Yah2azWWXLllXXrl310Ucfyd3dXd27d9elS5ckZU1rEx8fr9DQUOZqxr8awRrwkNWtW1c9evTQ0KFDJWWt1nP69GnrdsMwdPbsWeXLl09SVqXbgQMHdOjQIa1YsUKdO3eWlFW+3aZNGw0dOlQxMTGKjY1VaGio4mNvPHCfHJ2dVaVVF904f1qXon+XJDncYSWfbdu2aeLEiVq4cKFu3Lih2NhY+fj4WH9Zurm5qX379pozZ45mz55tEwQOHz5cJpNJBw8eVHx8vObMmcMvWQAAAOAhMwxDISEhCg8Pz3F79nDRrVu36uTJk/Lw8JAkfffdd5L+twBBTu/Vs6eIcXZ21tWrVzVixAhJWQscTJw40boyaVhYmDp16qTKlSuzSij+1ZwedweAf6JBgwapUKFC2r9/v9q3b68JEyZow4YNqlOnjj766CO5urqqRo0akrKCqrZt26pTp06qWrWqChYsKElKT09XWlqali1bpqioKJUvX17nz59XQJEbcjAebKJQi9msX76fJ2c3d/nnC5WTSXJ2yPmXX0JCgpycnBQYGKjMzExNmDBB8fHxNvt069ZN3bp10+XLlzV+/HibY318fOTj46Pz589r0qRJD9RPAAAAAPd2tyDLMAw5ODjoypUrWrt2rfz9/dWtWzdNmzZNH374oU6dOqX69eurXLlyd23D1dVV33//vZo0aaKhQ4dq4MCBNguvtWrV6qFeE/B3RcUa8AgEBgaqW7dueuedd/TEE09ozpw5euWVV5Q7d24tX75cy5cvtynb7t69uw4ePGhT/eXl5aUxY8Zo7ty5mjBhgubOnatnn31W5YoWlOk+Jwr9uONTGl0zVO/UC9OeFQvUZfIM5fLxkyHJ0znnNho3bqwmTZqoePHiCg0NlZubmwoUKGCzT82aNeXg4KCKFSvaDHMdPXq09uzZIx8fHzVr1kytW7d+gLsGAAAA4I/KDt2WLVumxMREtW/fXkePHlVkZKSeffZZ5c6dW02aNNHy5cttjru5ei27DTc3N23atElNmjSRt7f3befas2ePFi9e/AivBvjrMxmM0wIeuzNnzqhEiRK6ePGizS8si8WiLl26qGrVqtalrSVp8Yl4RcWl232+4j4ual3kf+f55ptvNGfOHG3cuPG+26hfv746deqkXr162d0PAAAAAA/f4cOHNXHiRNWvX1/du3dXhw4dVL16db3wwgvy8vLS5MmT5enpqb59+9ocZzabrXOt5cQwDJtqufT0dK1YsUJPPfWUzaIGwL8JFWvAY2axWPTBBx+oY8eOt30LZDKZ9MILL2jTpk3au3evpKxfZjXyuMvJzmkMnExS9WB3m+cOHz6swoUL33cbu3fv1p49e9ShQwf7OgEAAADgkSldurReeeUVde7cWZMnT5aDg4PatWsnLy8vWSwWLV26VEFBQbpw4YIWLVqksWPHStJdQzXp9iGoLi4uat269W2hWnJyspYvX25d6AD4JyNYAx6jpKQkeXt7a926dXr77bdv224ymVSxYkVVqVJF3377rfW5EA9n1c/n8cDhmpNJqp/PQyG5nK3PRUREaPXq1RoyZMh9tdG9e3c9/fTTmjJliry8vB6sAwAAAAD+FNmLCly+fFk9e/ZUSEiIJGns2LFydXVV69at9eWXXyo6OlrR0dEqV66cDh48KElKTU3VL7/8kmO7FotFK1euVHp6ziNoMjIytHbtWq1bt04//fTTo7k44C+ExQuAx8jDw0OJiYl33cfPz0+pqalycXHRlStXFBgYKMMwVDEwq+ps4/kkZd7HgO7sUC37uGxLly59oD7PnDnzgfYHAAAA8Hg4Ojpq4sSJMpvNcnBw0M8//6yZM2dq5cqVkrKGfv76669auHCh5s+fr/T0dG3YsEHLli1T/vz5Vbly5duGfzo4OKhRo0bKyMjI8ZzJycn67bffVL58eUVERGjdunXKnz+/SpYs+adcM/BnY4414C/MMAydPXtWbdq0UVhYmFJSUvTuu++qTJky1vkPLiRn6KeLKYqOT5dJsgnZnEySIamot4uqB7vbVKoBAAAA+GezWCxyuGnhs+HDh8vT01PDhw9XZmam0tLSNHr0aEVERKhWrVqyWCzq3r27Fi1apDlz5tisAvogkpKS5OHhofj4eCUnJ2vnzp1q0aKFTV+AfwqCNeBvIjk5Wf/5z38UHR2tzz//XJcvX1ahQoX+tz3DogPXU/V/7d13XJX1///x52HvJYhICLjSNLc5ypGV5sy0nDnSzEpN00rNUlPThmbax7RluFda7m2aK6VcqTlwoIIDRPY+h98f/jhfCVAg9Tge99vNW5xrvK/XdTiHOE/eIyrFqDSjSfbWVvJxtFYVLwc55bMCKAAAAICHz/fff68zZ85o/Pjx+uKLL7Rlyxb9+uuvysjIUOvWrVWlShWdOnVK7777rho3bmw+799B3b/d2Ltt6dKlWrFihUaPHq3AwEBZWVndcnEE4H7Ep23gPuHg4KAuXbooPT1dFSpU0ObNm3Psd7K1Ul1fJ7UOctVLZdzVOshVdX2dCNUAAAAAyGg0mr/u1KmTwsLC9Oyzz+rChQuqUqWKTCaTxowZo+LFi2vKlClavny5atWqpUmTJpmHjhY0VFu7dq22b9+u6tWrKygoSIcPH5Z0fWiqyWS6g3cJ3H30WAPuM8nJybp69aoCAgIsXQoAAACA+8yNAdjKlSuVmJio5s2bKywsTF27dtXGjRtVqlQpSVJ6erp2796tMWPGKCgoSN9///0th3PGx8frq6++krOzswYNGqS1a9dq8ODBmjJlipo3by5J9FzDA4VgDQAAAACAh0heQzoHDx6slJQUTZ8+XdeuXVNoaKjWrFmjxx57TK+//rrefPN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\n",
      "text/plain": [
       "<Figure size 1224x1224 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(17, 17))\n",
    "pos = nx.spring_layout(g)\n",
    "nx.draw(g, with_labels=True, node_color='skyblue', edge_cmap=plt.cm.Blues, pos = pos)\n",
    "nx.draw_networkx_edge_labels(g, pos=pos)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
